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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Openai Openai node Realtime Conversation
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Zai org CogVideo SAT Finetuning
Principles
- Principle:Gretelai Gretel synthetics Conditional Data Sampling
- Principle:Microsoft Onnxruntime TensorBoard Monitoring
- Principle:BerriAI Litellm Server Startup
- Principle:Intel Ipex llm Environment Validation
- Principle:Confident ai Deepeval Installation and Configuration
- Principle:SeleniumHQ Selenium Development Environment Setup
- Principle:Openai Openai agents python Prompt Templates
- Principle:Huggingface Diffusers Model Publishing
- Principle:ClickHouse ClickHouse PCG Random Number Generation
- Principle:Volcengine Verl VLM Model Configuration
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook Create Sagemaker User
- Implementation:Tensorflow Tfjs Training Test
- Implementation:Run llama Llama index AgentOutput Processing
- Implementation:NVIDIA TransformerEngine JAX Activation
- Implementation:Sgl project Sglang Quick AllReduce
- Implementation:Groq Groq python Files Content
- Implementation:SeldonIO Seldon core Seldon Model CRD HuggingFace
- Implementation:Datajuicer Data juicer VideoRemoveWatermarkMapper
- Implementation:Predibase Lorax Merge Adapters Function
- Implementation:Intel Ipex llm vLLM API Server
Heuristics
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
Environments
- Environment:Sgl project Sglang Grafana
- Environment:Openai Evals OpenAI API Configuration
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Vllm project Vllm Environment Variables
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Vllm project Vllm ROCm
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Infiniflow Ragflow Data Source Credentials